2021
DOI: 10.1002/app.51920
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Quantitative assessment of damage evolution of carbon fiber‐reinforced polymer laminates embedded with different nanoparticles using acoustic emission

Abstract: Nanoparticles can be used to optimize the interface structure and improve the mechanical properties of fiber‐reinforced composites. Herein, the damage evolution of carbon fiber‐reinforced composites embedded with different nanoparticles has been investigated using acoustic emission (AE) technology. Principal component analysis is used to reduce the dimension of AE parameters. Combining fuzzy C‐means (FCM) clustering with hierarchical clustering can improve the clustering quality, which is helpful to apply FCM … Show more

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Cited by 4 publications
(2 citation statements)
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“…Furthermore, the presence of individual signals corresponding to fiber fracture in the elastic region may be due to those as mentioned earlier which leads to the fibers being individually damaged and fracturing under small loads. 28 As seen in Figure 6(c), the displacement difference of recorded AE events associated with interfacial damage, and matrix cracks is almost the same for both samples containing 3 wt.% nano-clay and nano-silica. Nevertheless, the signals related to fiber breakage in the sample containing 3 wt.% nano-silica appeared at a lower load.…”
Section: Resultsmentioning
confidence: 58%
See 1 more Smart Citation
“…Furthermore, the presence of individual signals corresponding to fiber fracture in the elastic region may be due to those as mentioned earlier which leads to the fibers being individually damaged and fracturing under small loads. 28 As seen in Figure 6(c), the displacement difference of recorded AE events associated with interfacial damage, and matrix cracks is almost the same for both samples containing 3 wt.% nano-clay and nano-silica. Nevertheless, the signals related to fiber breakage in the sample containing 3 wt.% nano-silica appeared at a lower load.…”
Section: Resultsmentioning
confidence: 58%
“…To validate the results, and study the stage of damage propagation, they used AE method. In order to evaluate the damage progression of carbon fiber-reinforced composites that also have multiwalled carbon nanotubes, graphene, and cellulose nanofibers embedded in them, Zhou et al 28 conducted a tensile test utilizing the AE approach. When laminated composite specimens were exposed to low-velocity impact (LVI), Hoseinlaghab et al 29 investigated the identification of main damage processes using the AE approach.…”
Section: Introductionmentioning
confidence: 99%